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/define-criteria

Derive explicit evaluation criteria from the research objective and candidate set.

From plugin
de-anthropocentric-research-engine
507200 skills

Claude Code

$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill define-criteria --agent claude-code

SKILL.md

define-criteria.SKILL.md
name: define-criteria
description: "Derive explicit evaluation criteria from the research objective and candidate set."

define-criteria

Purpose

Derive explicit evaluation criteria from the research objective and candidate set.

Input contract

required: [research_objective, candidate_set, decision_context]
optional: [stakeholder_priorities, measurement_constraints, candidate_domains]
constraints: [criteria must be mutually interpretable across candidates]

Procedure

1. Extract desired outcomes and constraints from the objective. 2. Translate them into candidate-discriminating criteria with definitions and units. 3. Check completeness, overlap, direction, and measurability. 4. Return the criterion schema and unresolved measurement questions.

Output contract

produces: [criterion_schema, measurement_definitions, direction_labels, coverage_notes]
delta_fields: [findings, open_questions, uncertainties]

Quality gates

  • Criteria count is between 3 and 12 unless caller explicitly authorizes another range.
  • Every criterion has name, definition, unit, and higher/lower-is-better direction.
  • Criteria are non-overlapping enough that double counting is documented.

Parameterization

Caller supplies objective schema, candidate schema, criterion count bounds, measurement units, direction vocabulary, and overlap policy.

Failure and counterexamples

Reject vague criteria lacking an observable measurement or criteria that cannot distinguish any candidate.

Provenance map

  • resolved: criterion-definition
  • concept: hypothesis-formation/scoring-matrix-construction (criteria-extraction core)
  • resolved: hypothesis-formation-scoring-matrix-construction
  • intermediate: Pass4/define-success-criteria

Preserved source criteria ledger

| source | criterion | |---|---| | criterion-definition | Criteria count is between 3-12. | | criterion-definition | Each criterion includes name, definition, unit of measurement, and direction (higher-is-better/lower-is-better). | | convergence-scoring-matrix-construction | Normalization method matches the aggregation method. | | convergence-scoring-matrix-construction | Sensitivity testing perturbs at least 3 weight parameters by +/-10%. |

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@yogsoth-ai
Ships withde-anthropocentric-research-engine

A research skill graph for AI-native science. 271 markdown files. No runtime, no dependencies, no build step.

Stars on GitHub

Momentum

stars in total
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Star history of yogsoth-ai/de-anthropocentric-research-engine on GitHub, a chart by star-history.com

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Questions about define-criteria.

Which coding agents can use define-criteria?
define-criteria installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.